{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How to use TA-Lib to generate Alpha Factors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:15.748219Z",
     "start_time": "2020-06-16T21:43:15.743151Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:16.904756Z",
     "start_time": "2020-06-16T21:43:15.751877Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "from talib import RSI, BBANDS, MACD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:16.920085Z",
     "start_time": "2020-06-16T21:43:16.916468Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')\n",
    "idx = pd.IndexSlice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `assets.h5` store can be generated using the the notebook [create_datasets](../../data/create_datasets.ipynb) in the [data](../../data) directory in the root directory of this repo for instruction to download the following dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set data store location:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:16.934679Z",
     "start_time": "2020-06-16T21:43:16.924539Z"
    }
   },
   "outputs": [],
   "source": [
    "DATA_STORE = '../data/assets.h5'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We load the AAPL stock price for the 2007-10 using `pd.IndexSlice` to perform a slice operation on the `pd.MultiIndex`, select the adjusted close price and unpivot the column to convert the DataFrame to wide format with tickers in the columns and timestamps in the rows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:20.584981Z",
     "start_time": "2020-06-16T21:43:16.939479Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore(DATA_STORE) as store:\n",
    "    data = (store['quandl/wiki/prices']\n",
    "            .loc[idx['2007':'2010', 'AAPL'],\n",
    "                 ['adj_open', 'adj_high', 'adj_low', 'adj_close', 'adj_volume']]\n",
    "            .unstack('ticker')\n",
    "            .swaplevel(axis=1)\n",
    "            .loc[:, 'AAPL']\n",
    "            .rename(columns=lambda x: x.replace('adj_', '')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:20.615697Z",
     "start_time": "2020-06-16T21:43:20.598585Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1008 entries, 2007-01-03 to 2010-12-31\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   open    1008 non-null   float64\n",
      " 1   high    1008 non-null   float64\n",
      " 2   low     1008 non-null   float64\n",
      " 3   close   1008 non-null   float64\n",
      " 4   volume  1008 non-null   float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 47.2 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute Bollinger Bands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:20.631762Z",
     "start_time": "2020-06-16T21:43:20.621907Z"
    }
   },
   "outputs": [],
   "source": [
    "up, mid, low = BBANDS(data.close, timeperiod=21, nbdevup=2, nbdevdn=2, matype=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute Relative Strength Index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:20.647548Z",
     "start_time": "2020-06-16T21:43:20.637381Z"
    }
   },
   "outputs": [],
   "source": [
    "rsi = RSI(data.close, timeperiod=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Moving Average Convergence/Divergence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The MACD computes the difference between two Exponential Moving Averages (EMA), one longer- and one shorter-term.\n",
    "\n",
    "The ta-lib MACD Indicator implementation has four inputs:\n",
    "- the close price\n",
    "- `fastperiod`: the short-term EMA period\n",
    "- `slowperiod`: the long-term EMA period\n",
    "- `signalperiod`: the period for the EMA of the MACD itself\n",
    "\n",
    "It has three outputs:\n",
    "- `macd` is the difference between the fast EMA and slow EMA.\n",
    "- `macdsignal` is the EMA of the MACD value with period `signalperiod`\n",
    "- `macdhist` computes the difference between `macd` and `macdsignal`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:20.658066Z",
     "start_time": "2020-06-16T21:43:20.652762Z"
    }
   },
   "outputs": [],
   "source": [
    "macd, macdsignal, macdhist = MACD(data.close, fastperiod=12, slowperiod=26, signalperiod=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:22.404969Z",
     "start_time": "2020-06-16T21:43:20.664578Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "macd_data = pd.DataFrame({'AAPL': data.close, 'MACD': macd, 'MACD Signal': macdsignal, 'MACD History': macdhist})\n",
    "\n",
    "fig, axes= plt.subplots(nrows=2, figsize=(15, 8))\n",
    "macd_data.AAPL.plot(ax=axes[0])\n",
    "macd_data.drop('AAPL', axis=1).plot(ax=axes[1])\n",
    "fig.tight_layout()\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:22.409676Z",
     "start_time": "2020-06-16T21:43:22.406123Z"
    }
   },
   "outputs": [],
   "source": [
    "data = pd.DataFrame({'AAPL': data.close, 'BB Up': up, 'BB Mid': mid, 'BB down': low, 'RSI': rsi, 'MACD': macd})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T21:43:25.001974Z",
     "start_time": "2020-06-16T21:43:22.410992Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes= plt.subplots(nrows=3, figsize=(15, 10), sharex=True)\n",
    "data.drop(['RSI', 'MACD'], axis=1).plot(ax=axes[0], lw=1, title='Bollinger Bands')\n",
    "data['RSI'].plot(ax=axes[1], lw=1, title='Relative Strength Index')\n",
    "axes[1].axhline(70, lw=1, ls='--', c='k')\n",
    "axes[1].axhline(30, lw=1, ls='--', c='k')\n",
    "data.MACD.plot(ax=axes[2], lw=1, title='Moving Average Convergence/Divergence', rot=0)\n",
    "axes[2].set_xlabel('')\n",
    "fig.tight_layout()\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "230.355px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}